{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# markdown 介绍你的爬虫项目（数据挖掘项目）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 数据挖掘网站：51.job\n",
    "2. 构建参数模板：输入关键词生成网址\n",
    "3. “多参数模板”，可输入参数：\n",
    "   ** 关键词\n",
    "   ** 工作职能\n",
    "   ** 学历\n",
    "   ** 公司规模\n",
    "4. 对“多参数模板”生成的网址进行数据挖掘，获取页面内容\n",
    "5. 对搜索得来的所有结果进行翻页\n",
    "6. 进入每一个详细页面获取其详细内容"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# url模板可以自动生成关键词 （构建参数模板）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 增加关键词尝试变化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基本模块\n",
    "import pandas as pd\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "产品经理_url = \"https://search.51job.com/list/030000,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyword = urllib.parse.quote(\"产品经理\")\n",
    "keyword = urllib.parse.quote(keyword)\n",
    "keyword"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(keyword): \n",
    "    key = urllib.parse.quote(keyword)\n",
    "    key = urllib.parse.quote(key) \n",
    "    url_='https://search.51job.com/list/030000,000000,0000,00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return (url_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,0000,00,9,99,%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('前端开发')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分类部分（任选3个构建参数模板）希望有工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "职位参数={'新媒体运营':'8010','互联网产品经理':'6605','数据运营':'8044'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "规模url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(规模url.split('&'))\n",
    "学历url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(学历url.split('&'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'少于50人': '01',\n",
       " '50-150人': '02',\n",
       " '150-500人': '03',\n",
       " '500-1000人': '04',\n",
       " '1000-5000人': '05',\n",
       " '5000-10000人': '06',\n",
       " '10000人以上': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "公司规模_str=['少于50人','50-150人','150-500人','500-1000人','1000-5000人','5000-10000人','10000人以上']\n",
    "y=['01','02','03','04','05','06','07']\n",
    "规模参数={公司规模_str[i]:y[i] for i in range(len(y))}\n",
    "display(规模参数)\n",
    "学历要求_str = [\"所有初中及以下\",\"高中/中技/中专\",\"大专\",\"本科\",\"硕士\",\"博士\",\"无学历要求\"]\n",
    "t=['01','02','03','04','05','06','07']\n",
    "学历参数={学历要求_str[i]:t[i] for i in range(len(t))}\n",
    "display(学历参数)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'少于50人': '01',\n",
       " '50-150人': '02',\n",
       " '150-500人': '03',\n",
       " '500-1000人': '04',\n",
       " '1000-5000人': '05',\n",
       " '5000-10000人': '06',\n",
       " '10000人以上': '07',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'所有初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07',\n",
       " '所有': '99'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "{'新媒体运营': '8010', '互联网产品经理': '6605', '数据运营': '8044'}"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "规模参数['所有']='99'\n",
    "学历参数['所有']='99'\n",
    "display(规模参数)\n",
    "display(学历参数)\n",
    "display(职位参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c',\n",
       " 'postchannel=0000',\n",
       " 'workyear=99',\n",
       " 'cotype=99',\n",
       " 'degreefrom=99',\n",
       " 'jobterm=99',\n",
       " 'companysize=99',\n",
       " 'ord_field=0',\n",
       " 'dibiaoid=0',\n",
       " 'line=',\n",
       " 'welfare=']"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "url='https://search.51job.com/list/030000,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "display(url.split('&'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url多参数模型构建(occupation,keyword,companysize,degree):\n",
    "    job=职位参数[occupation]\n",
    "    key=urllib.parse.quote(keyword)\n",
    "    key=urllib.parse.quote(key)\n",
    "    scales=规模参数[companysize]\n",
    "    dg=学历参数[degree]\n",
    "    _url='https://search.51job.com/list/030000,000000,'+job+',00,9,99,'+key+',2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom='+dg+'&jobterm=99&companysize='+scales+'&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "    return _url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "end_url = url多参数模型构建('新媒体运营','经理','150-500人','大专')\n",
    "end_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 页面内容\n",
    "* 如果批量时出现网站抓取慢或者报错，可以尝试time.sleep(?)+ random(15,30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取xpath"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "end_url = end_url\n",
    "session = HTMLSession()\n",
    "r = session.get(end_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<!DOCTYPE html>\\r\\n<html>\\r\\n<head>\\r\\n    <meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge,chrome=1\">\\r\\n    <link rel=\"icon\" href=\"/favicon.ico\" type=\"image/x-icon\"/>\\r\\n    <meta http-equiv=\"Content-Type\" content=\"text/html; charset=gbk\">\\n    <title>【广东省,经理,新媒体运营招聘，求职】-前程无忧</title>\\n    <meta name=\"description\" content=\"前程无忧为您提供广东省,经理,新媒体运营招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。\">\\n    <meta name=\"keywords\" content=\"找工作,求职,人才,招聘\">\\n    <meta name=\"mobile-agent\" content=\"format=html5; url=https://m.51job.com/search/joblist.php?jobarea=030000&keyword=%E7%BB%8F%E7%90%86&partner=webmeta\">\\n    <meta name=\"mobile-agent\" content=\"format=xhtml; url=https://m.51job.com/search/joblist.php?jobarea=030000&keyword=%E7%BB%8F%E7%90%86&partner=webmeta\">\\n    <meta name=\"robots\" content=\"all\">\\n    <meta http-equiv=\"Expires\" content=\"0\">\\n    <meta http-equiv=\"Cache-Control\" content=\"no-cache\">\\n    <meta http-equiv=\"Pragma\" content=\"no-cache\">\\n    <link rel=\"dns-prefetch\" href=\"//js.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img01.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img02.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img03.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img04.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img05.51jobcdn.com\">\\n    <link rel=\"dns-prefetch\" href=\"//img06.51jobcdn.com\">\\n    <script language=\"javascript\" src=\"//js.51jobcdn.com/in/js/2016/jquery.js?20180319\"></script>\\r\\n    <script language=\"javascript\">\\n    var _tkd = _tkd || []; //点击量统计用\\n    var lang = [];\\n    var supporthttps = 1; //浏览器是否支持https\\n    var currenthttps = (window.location.protocol === \\'https:\\') ? \\'1\\' : \\'0\\'; //当前是否为https\\n    var systemtime = 1621604756951;\\n    var d_system_client_time = systemtime - new Date().getTime();\\n    var trackConfig = {\\n        \\'guid\\': \\'\\',\\n        \\'ip\\': \\'113.115.57.32\\',\\n        \\'accountid\\': \\'\\',\\n        \\'refpage\\': \\'\\',\\n        \\'refdomain\\': \\'\\',\\n        \\'domain\\': \\'search.51job.com\\',\\n        \\'pageName\\': \\'index.php\\',\\n        \\'partner\\': \\'\\',\\n        \\'islanding\\': \\'0\\',\\n        \\'fromdomain\\': \\'51job_pc\\',\\n    };\\n    window.cfg = {\\n        lang:\\'c\\',\\n        domain : {\\n            my : \\'http://my.51job.com\\',\\n            login : \\'https://login.51job.com\\',\\n            search : \\'https://search.51job.com\\',\\n            www : \\'//www.51job.com\\',\\n            jobs : \\'https://jobs.51job.com\\',\\n            jianli : \\'https://jianli.51job.com\\',\\n            i : \\'//i.51job.com\\',\\n            jc : \\'//jc.51job.com\\',\\n            map : \\'https://map.51job.com\\',\\n            m : \\'https://m.51job.com\\',\\n            cdn : \\'//js.51jobcdn.com\\',\\n            help : \\'https://help.51job.com\\',\\n            img : \\'//img04.51jobcdn.com\\',\\n            dj : \\'//dj.51job.com\\',\\n            mdj : \\'//mdj.51job.com\\',\\n            mq : \\'//mq.51job.com\\',\\n            mmq : \\'//mmq.51job.com\\',\\n            kbc : \\'https://kbc.51job.com\\',\\n            mtr : \\'https://medu.51job.com\\',\\n            tr : \\'https://edu.51job.com\\',\\n        }\\n    };\\n\\nwindow.cfg.lang = \\'c\\';\\nwindow.cfg.fullLang = \\'Chinese\\';\\nwindow.cfg.url = {\\nroot : \\'https://search.51job.com\\',\\nimage : \\'//img04.51jobcdn.com/im/2009\\',\\nimage_search : \\'//img06.51jobcdn.com/im/2009/search\\',\\ni : \\'//i.51job.com\\'\\n}\\nwindow.cfg.fileName = \\'index.php\\';\\nwindow.cfg.root = \\'https://search.51job.com\\';\\nwindow.cfg.root_userset_ajax = \\'//i.51job.com/userset/ajax\\';\\nwindow.cfg.isSearchDomain = \\'1\\';\\nwindow.cfg.langs = {\\nsqzwml : \\'applyjob\\',\\nqzzwqdg : \\'请在要选择的职位前打勾!\\',\\nmyml : \\'my\\',\\nts_qxjzw : \\'请选择职位\\',\\nqueren : \\'确认\\',\\nguanbi : \\'关闭\\',\\nnzdnxj : \\'您最多能选择\\',\\nxiang : \\'项\\',\\nxzdq : \\'选择地区\\',\\nxj_xg : \\'选择/修改\\',\\nzycs : \\'主要城市\\',\\nsysf : \\'所有省份\\',\\ntspd : \\'特殊频道\\',\\nbuxian : \\'不限\\',\\nqingxj : \\'请选择\\',\\nyixuan : \\'已选\\',\\nznlb : \\'职能类别\\',\\nhylb : \\'行业类别\\',\\ngzdd : \\'工作地点\\',\\nquanbu : \\'全部\\',\\nzhineng : \\'职能\\',\\nhangye : \\'行业\\',\\ndidian : \\'地点\\',\\nqsrgjz : \\'请输入关键字\\',\\nsrpcgjz : \\'输入排除关键字\\'\\n}\\nwindow.cfg.stype = \\'1\\';\\nwindow.cfg.isJobview = \\'1\\';\\n</script>\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511\"></script>\\n\\n    <script language=\"javascript\" src=\"//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js\"></script>\\n    <link href=\"//js.51jobcdn.com/in/resource/css/2021/search/common.e08e7725.css\" rel=\"stylesheet\">\\n<link href=\"//js.51jobcdn.com/in/resource/css/2021/search/index.68d65703.css\" rel=\"stylesheet\">\\n<link href=\"//js.51jobcdn.com/in/resource/css/2021/search/utils.header.91d43fda.css\" rel=\"stylesheet\">\\n</head>\\r\\n<body>\\r\\n<script type=\"text/javascript\" src=\"//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js\"></script>\\n<div class=\"header\">\\r\\n    <!-- bar start -->\\r\\n    <div class=\"bar\">\\r\\n        <div class=\"in\">\\r\\n            <div class=\"language\">\\r\\n                <ul id=\"languagelist\">\\r\\n                    <li class=\"tle\"><span class=\"list\">简</span></li><li><a href=\"http://big5.51job.com/gate/big5/www.51job.com/\" rel=\"external nofollow\">繁</a></li><li class=\"last\"><a href=\"//www.51job.com/default-e.php\" rel=\"external nofollow\">EN</a></li>                    <script language=\"javascript\">\\r\\n                        if(location.hostname == \"big5.51job.com\")\\r\\n                        {\\r\\n                            $(\\'#languagelist li span\\').html(\"繁\");\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').html(\"简\");\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').attr(\\'href\\',\\'javascript:void(0)\\');\\r\\n                            $(\\'#languagelist li:nth-child(2) a\\').click(function(){location.href=window.cfg.domain.www});\\r\\n                            $(\\'#languagelist li:nth-child(3) a\\').attr(\\'href\\',\\'javascript:void(0)\\');\\r\\n                            $(\\'#languagelist li:nth-child(3) a\\').click(function(){location.href=window.cfg.domain.www+\"/default-e.php\"});\\r\\n                        }\\r\\n                    </script>\\r\\n                </ul>\\r\\n            </div>\\r\\n            <span class=\"l\">&nbsp;</span>\\r\\n            <div class=\"app\">\\r\\n                <ul>\\r\\n                    <li><em class=\"e_icon\"></em><a href=\"http://app.51job.com/index.html\">APP下载</a></li>\\r\\n                    <li>\\r\\n                        <img width=\"80\" height=\"80\" src=\"//img04.51jobcdn.com/im/2016/code/new_app.png\" alt=\"app download\">\\r\\n                        <p><a href=\"http://app.51job.com/index.html\">APP下载</a></a></p>\\r\\n                    </li>\\r\\n                </ul>\\r\\n            </div>\\r\\n            <div class=\"uer\">\\r\\n                                    <p class=\"op\">\\r\\n                        <a href=\"https://login.51job.com/login.php?lang=c&url=http%3A%2F%2Fsearch.51job.com%2Flist%2F030000%2C000000%2C8010%2C00%2C9%2C99%2C%2525E7%2525BB%25258F%2525E7%252590%252586%2C2%2C1.html%3Flang%3Dc%26postchannel%3D0000%26workyear%3D99%26cotype%3D99%26degreefrom%3D03%26jobterm%3D99%26companysize%3D03%26ord_field%3D0%26dibiaoid%3D0%26line%3D%26welfare%3D\" rel=\"external nofollow\">登录</a> / <a 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href=\"//www.51job.com/hanzhong/\">汉中</a></span>\\r\\n        <span><a href=\"//www.51job.com/heyuan/\">河源</a></span>\\r\\n        <span><a href=\"//www.51job.com/heze/\">菏泽</a></span>\\r\\n        <span><a href=\"//www.51job.com/hengshui/\">衡水</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaihua/\">怀化</a></span>\\r\\n        <span><a href=\"//www.51job.com/huaibei/\">淮北</a></span>\\r\\n        <span><a href=\"//www.51job.com/huainan/\">淮南</a></span>\\r\\n        <span><a href=\"//www.51job.com/huanggang/\">黄冈</a></span>\\r\\n        <span><a href=\"//www.51job.com/huangshi/\">黄石</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_jkl\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/jinan/\">济南</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiaxing/\">嘉兴</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinhua/\">金华</a></span>\\r\\n        <span><a href=\"//www.51job.com/jilin/\">吉林</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiangmen/\">江门</a></span>\\r\\n        <span><a href=\"//www.51job.com/jingzhou/\">荆州</a></span>\\r\\n        <span><a href=\"//www.51job.com/jining/\">济宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiujiang/\">九江</a></span>\\r\\n        <span><a href=\"//www.51job.com/jian/\">吉安</a></span>\\r\\n        <span><a href=\"//www.51job.com/jiaozuo/\">焦作</a></span>\\r\\n        <span><a href=\"//www.51job.com/jieyang/\">揭阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinzhou/\">锦州</a></span>\\r\\n        <span><a href=\"//www.51job.com/jinzhong/\">晋中</a></span>\\r\\n        <span><a href=\"//www.51job.com/jingmen/\">荆门</a></span>\\r\\n        <span><a href=\"//www.51job.com/kunming/\">昆明</a></span>\\r\\n        <span><a href=\"//www.51job.com/kunshan/\">昆山</a></span>\\r\\n        <span><a href=\"//www.51job.com/kaifeng/\">开封</a></span>\\r\\n        <span><a href=\"//www.51job.com/lanzhou/\">兰州</a></span>\\r\\n        <span><a href=\"//www.51job.com/langfang/\">廊坊</a></span>\\r\\n        <span><a href=\"//www.51job.com/linyi/\">临沂</a></span>\\r\\n        <span><a href=\"//www.51job.com/luoyang/\">洛阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/lianyungang/\">连云港</a></span>\\r\\n        <span><a href=\"//www.51job.com/liuzhou/\">柳州</a></span>\\r\\n        <span><a href=\"//www.51job.com/leshan/\">乐山</a></span>\\r\\n        <span><a href=\"//www.51job.com/liaocheng/\">聊城</a></span>\\r\\n        <span><a href=\"//www.51job.com/linfen/\">临汾</a></span>\\r\\n        <span><a href=\"//www.51job.com/luan/\">六安</a></span>\\r\\n        <span><a href=\"//www.51job.com/loudi/\">娄底</a></span>\\r\\n        <span><a href=\"//www.51job.com/luzhou/\">泸州</a></span>\\r\\n        <span><a href=\"//www.51job.com/luohe/\">漯河</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_mnp\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/mianyang/\">绵阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/maanshan/\">马鞍山</a></span>\\r\\n        <span><a href=\"//www.51job.com/maoming/\">茂名</a></span>\\r\\n        <span><a href=\"//www.51job.com/meishan/\">眉山</a></span>\\r\\n        <span><a href=\"//www.51job.com/meizhou/\">梅州</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanjing/\">南京</a></span>\\r\\n        <span><a href=\"//www.51job.com/ningbo/\">宁波</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanchang/\">南昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/nantong/\">南通</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanning/\">南宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanchong/\">南充</a></span>\\r\\n        <span><a href=\"//www.51job.com/nanyang/\">南阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/neijiang/\">内江</a></span>\\r\\n        <span><a href=\"//www.51job.com/ningde/\">宁德</a></span>\\r\\n        <span><a href=\"//www.51job.com/pingdingshan/\">平顶山</a></span>\\r\\n        <span><a href=\"//www.51job.com/putian/\">莆田</a></span>\\r\\n        <span><a href=\"//www.51job.com/puyang/\">濮阳</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_qrs\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/qingdao/\">青岛</a></span>\\r\\n        <span><a href=\"//www.51job.com/quanzhou/\">泉州</a></span>\\r\\n        <span><a href=\"//www.51job.com/qinhuangdao/\">秦皇岛</a></span>\\r\\n        <span><a href=\"//www.51job.com/qingyuan/\">清远</a></span>\\r\\n        <span><a href=\"//www.51job.com/qiqihaer/\">齐齐哈尔</a></span>\\r\\n        <span><a href=\"//www.51job.com/quzhou/\">衢州</a></span>\\r\\n        <span><a href=\"//www.51job.com/qujing/\">曲靖</a></span>\\r\\n        <span><a href=\"//www.51job.com/rizhao/\">日照</a></span>\\r\\n        <span><a href=\"//www.51job.com/shanghai/\">上海</a></span>\\r\\n        <span><a href=\"//www.51job.com/shenzhen/\">深圳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shenyang/\">沈阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shijiazhuang/\">石家庄</a></span>\\r\\n        <span><a href=\"//www.51job.com/suzhou/\">苏州</a></span>\\r\\n        <span><a href=\"//www.51job.com/sanya/\">三亚</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoxing/\">绍兴</a></span>\\r\\n        <span><a href=\"//www.51job.com/shantou/\">汕头</a></span>\\r\\n        <span><a href=\"//www.51job.com/shanwei/\">汕尾</a></span>\\r\\n        <span><a href=\"//www.51job.com/shangqiu/\">商丘</a></span>\\r\\n        <span><a href=\"//www.51job.com/shangrao/\">上饶</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoguan/\">韶关</a></span>\\r\\n        <span><a href=\"//www.51job.com/shaoyang/\">邵阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/shiyan/\">十堰</a></span>\\r\\n        <span><a href=\"//www.51job.com/suizhou/\">随州</a></span>\\r\\n        <span><a href=\"//www.51job.com/suining/\">遂宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/suqian/\">宿迁</a></span>\\r\\n        <span><a href=\"//www.51job.com/suzhoue/\">宿州</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_twx\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/tianjin/\">天津</a></span>\\r\\n        <span><a href=\"//www.51job.com/taiyuan/\">太原</a></span>\\r\\n        <span><a href=\"//www.51job.com/taizhoue/\">台州</a></span>\\r\\n        <span><a href=\"//www.51job.com/tangshan/\">唐山</a></span>\\r\\n        <span><a href=\"//www.51job.com/taizhou/\">泰州</a></span>\\r\\n        <span><a href=\"//www.51job.com/tieling/\">铁岭</a></span>\\r\\n        <span><a href=\"//www.51job.com/taian/\">泰安</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuhan/\">武汉</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuxi/\">无锡</a></span>\\r\\n        <span><a href=\"//www.51job.com/wenzhou/\">温州</a></span>\\r\\n        <span><a href=\"//www.51job.com/urumqi/\">乌鲁木齐</a></span>\\r\\n        <span><a href=\"//www.51job.com/wuhu/\">芜湖</a></span>\\r\\n        <span><a href=\"//www.51job.com/weifang/\">潍坊</a></span>\\r\\n        <span><a href=\"//www.51job.com/weihai/\">威海</a></span>\\r\\n        <span><a href=\"//www.51job.com/weinan/\">渭南</a></span>\\r\\n        <span><a href=\"//www.51job.com/xian/\">西安</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiamen/\">厦门</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuzhou/\">徐州</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiangyang/\">襄阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiangtan/\">湘潭</a></span>\\r\\n        <span><a href=\"//www.51job.com/xianyang/\">咸阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xining/\">西宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/xianning/\">咸宁</a></span>\\r\\n        <span><a href=\"//www.51job.com/xiaogan/\">孝感</a></span>\\r\\n        <span><a href=\"//www.51job.com/xinxiang/\">新乡</a></span>\\r\\n        <span><a href=\"//www.51job.com/xinyang/\">信阳</a></span>\\r\\n        <span><a href=\"//www.51job.com/xingtai/\">邢台</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuchang/\">许昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/xuancheng/\">宣城</a></span>\\r\\n    </div>\\r\\n    <div class=\"e\" name=\"area_channel_div_yz\" style=\"display:none\">\\r\\n        <span><a href=\"//www.51job.com/yantai/\">烟台</a></span>\\r\\n        <span><a href=\"//www.51job.com/yangzhou/\">扬州</a></span>\\r\\n        <span><a href=\"//www.51job.com/yichang/\">宜昌</a></span>\\r\\n        <span><a href=\"//www.51job.com/yancheng/\">盐城</a></span>\\r\\n        <span><a href=\"//www.51job.com/yiwu/\">义乌</a></span>\\r\\n        <span><a href=\"//www.51job.com/yingkou/\">营口</a></span>\\r\\n        <span><a href=\"//www.51job.com/yinchuan/\">银川</a></span>\\r\\n        <span><a href=\"//www.51job.com/yangjiang/\">阳江</a></span>\\r\\n        <span><a href=\"//www.51job.com/yibin/\">宜宾</a></span>\\r\\n        <span><a href=\"//www.51job.com/yichune/\">宜春</a></span>\\r\\n        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class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/suzhou/\">苏州人才网</a></li>                </ul>\\r\\n                            <ul><li style=\"font-size:14px;color:#666;\">地区人才网招聘</li>\\r\\n                    <li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/kunming/\">昆明人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/changsha/\">长沙人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/hefei/\">合肥人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/ningbo/\">宁波人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/zhengzhou/\">郑州人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/tianjin/\">天津人才网</a></li><li class=\"st_one\"><a target=\"_blank\" href=\"https://jobs.51job.com/qingdao/\">青岛人才网</a></li>                </ul>\\r\\n                            \\t\\t\\t<ul><li style=\"font-size:14px;color:#666;\">简历模板</li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/\">个人简历模板</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/fengmian/\">简历封面</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/biaoge/\">简历表格</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/jianlifanwen/\">简历范文</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/jianliyangben/\">简历样本</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/gaoxiao/\">高校简历</a></li>\\r\\n\\t\\t\\t\\t<li class=\"st_one\"><a target=\"_blank\" href=\"https://jianli.51job.com/zhuanye/\">专业简历</a></li>\\r\\n\\t\\t\\t</ul>\\r\\n    </div>\\r\\n</div>            </div>\\r\\n            <!--地区招聘 end-->\\r\\n            <div class=\"rollBox\">\\r\\n    <h3>个人简历模版-简历指导</h3>\\r\\n    <div class=\"rollBox_twoRow f14\">\\r\\n        <div id=\"resumeGuideTopicsBody\">\\r\\n        </div>\\r\\n        <div id=\"resumeGuideTopics\" style=\"display:none\">\\r\\n        <div><ul class=\"resumeGuide\"><li><a target=\"_blank\" href=\"//jianli.51job.com/fengmian/\" title=\"简历封面\"><strong>简历封面</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/fengmian/9795.html\" title=\"[简历封面下载]机会\">[简历封面下载]机...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/jianlifanwen/\" title=\"简历范文\"><strong>简历范文</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/jianlifanwen/14367.html\" title=\"图书编目加工部主管简历范文\">图书编目加工部主...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/\" title=\"个人简历表格\"><strong>个人简历表格</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/1329.html\" 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title=\"简历范文\"><strong>简历范文</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/jianlifanwen/14356.html\" title=\"商务总监简历范文\">商务总监简历范文</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/\" title=\"专业简历模板\"><strong>专业简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/zhuanye/192.html\" title=\"广播电视新闻专业\">广播电视新闻...</a></li></ul></div><div><ul class=\"resumeGuide\"><li><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/\" title=\"个人简历表格\"><strong>个人简历表格</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/biaoge/1271.html\" title=\"应届毕业生个人简历表格\">应届毕业生个...</a></li><li><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/\" title=\"高校简历模板\"><strong>高校简历模板</strong></a><span style=\"color:#266EBA\"> | </span><a target=\"_blank\" href=\"//jianli.51job.com/gaoxiao/128.html\" title=\"同济大学高校简历模版\">同济大学高校...</a></li></ul></div>        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     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.html"
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  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
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       "   'company_name': '东莞市鸿普轩家具有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
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       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3169364.html',\n",
       "   'company_name': '广州芬瑶服饰有限公司',\n",
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       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
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       "   'companytype_text': '民营公司',\n",
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       "   'issuedate': '2021-05-21 10:55:51',\n",
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       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
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       "   'jobid': '132088836',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5832859.html',\n",
       "   'company_name': '广州市晨竑品牌管理有限公司',\n",
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       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
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       "   'degreefrom': '5',\n",
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       "   'issuedate': '2021-05-21 10:37:34',\n",
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       "   'jobwelf': '节日福利 工作氛围轻松 五险一金 周末双休',\n",
       "   'jobwelf_list': ['节日福利', '工作氛围轻松', '五险一金', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
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       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120013865',\n",
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       "   'job_name': '新媒体运营经理',\n",
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       "   'workarea': '030826',\n",
       "   'workarea_text': '东莞-沙田镇',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 04:01:41',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['东莞-沙田镇', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '118215745',\n",
       "   'coid': '5683673',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/118215745.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '平台运营经理（五险一金）',\n",
       "   'job_title': '平台运营经理（五险一金）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5683673.html',\n",
       "   'company_name': '广东各有所爱信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:09:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 通讯补贴 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '通讯补贴', '绩效奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128628959',\n",
       "   'coid': '4580153',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128628959.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'MCN运营经理',\n",
       "   'job_title': 'MCN运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4580153.html',\n",
       "   'company_name': '上海豹云网络信息服务有限公司',\n",
       "   'providesalary_text': '15-20万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 17:49:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126214893',\n",
       "   'coid': '2754825',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/126214893.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2754825.html',\n",
       "   'company_name': '广州草莓啊子服装有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 17:40:40',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 绩效奖金 餐饮补贴 专业培训 带薪年假 节日福利 加班补贴',\n",
       "   'jobwelf_list': ['弹性工作', '绩效奖金', '餐饮补贴', '专业培训', '带薪年假', '节日福利', '加班补贴'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127544389',\n",
       "   'coid': '5662100',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/huizhou-hcq\\\\/127544389.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5662100.html',\n",
       "   'company_name': '惠州市和晟企业管理咨询有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030301',\n",
       "   'workarea_text': '惠州-惠城区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 17:00:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 员工旅游 绩效奖金 专业培训 团队聚餐',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '员工旅游', '绩效奖金', '专业培训', '团队聚餐'],\n",
       "   'attribute_text': ['惠州-惠城区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '专业服务(咨询、人力资源、财会)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130267942',\n",
       "   'coid': '3740581',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130267942.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3740581.html',\n",
       "   'company_name': '广州快批信息科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 15:56:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '下午茶 专业培训 员工旅游 绩效奖金 年终奖金 餐饮补贴 六险一金',\n",
       "   'jobwelf_list': ['下午茶', '专业培训', '员工旅游', '绩效奖金', '年终奖金', '餐饮补贴', '六险一金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125097543',\n",
       "   'coid': '2324134',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/125097543.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2324134.html',\n",
       "   'company_name': '广州金俪炫生物科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 15:54:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 购买社保',\n",
       "   'jobwelf_list': ['员工旅游', '交通补贴', '餐饮补贴', '通讯补贴', '绩效奖金', '年终奖金', '购买社保'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '104914778',\n",
       "   'coid': '2955342',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/104914778.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '海外社交媒体营销经理',\n",
       "   'job_title': '海外社交媒体营销经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2955342.html',\n",
       "   'company_name': '广州市卡贝路贸易有限公司',\n",
       "   'providesalary_text': '20-35万\\\\/年',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 14:58:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 节日福利 专业培训 五险一金 水果福利 新人1带1培训 绩效奖金 出国机会 40小时工作制',\n",
       "   'jobwelf_list': ['带薪年假',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '五险一金',\n",
       "    '水果福利',\n",
       "    '新人1带1培训',\n",
       "    '绩效奖金',\n",
       "    '出国机会',\n",
       "    '40小时工作制'],\n",
       "   'attribute_text': ['广州-花都区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131320644',\n",
       "   'coid': '6023941',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131320644.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '抖音\\\\/快手短视频运营经理',\n",
       "   'job_title': '抖音\\\\/快手短视频运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6023941.html',\n",
       "   'company_name': '广州匠俪品贸易有限公司',\n",
       "   'providesalary_text': '2-4.5万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 14:00:17',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129390255',\n",
       "   'coid': '4578278',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129390255.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '内容营销策划经理',\n",
       "   'job_title': '内容营销策划经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4578278.html',\n",
       "   'company_name': '广东创世传承投资发展有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '7',\n",
       "   'issuedate': '2021-05-21 13:59:51',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 员工旅游 年终奖金 定期体检 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金',\n",
       "   'jobwelf_list': ['五险',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '8-9年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130842025',\n",
       "   'coid': '765572',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130842025.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co765572.html',\n",
       "   'company_name': '广州卡洛莱化妆品有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 13:45:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 全勤奖 节日福利 专业培训 带薪年假 社保 年终奖金 五险',\n",
       "   'jobwelf_list': ['绩效奖金', '全勤奖', '节日福利', '专业培训', '带薪年假', '社保', '年终奖金', '五险'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131232012',\n",
       "   'coid': '2781923',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131232012.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体经理&amp;总监（玩具&amp;动漫）',\n",
       "   'job_title': '新媒体经理&amp;总监（玩具&amp;动漫）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2781923.html',\n",
       "   'company_name': '广州亿奇创绘商务服务有限公司',\n",
       "   'providesalary_text': '2-3万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '7',\n",
       "   'issuedate': '2021-05-21 13:17:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 绩效奖金 全勤奖 节日福利 专业培训 交通补贴',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '绩效奖金', '全勤奖', '节日福利', '专业培训', '交通补贴'],\n",
       "   'attribute_text': ['广州-越秀区', '8-9年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '批发\\\\/零售',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128606190',\n",
       "   'coid': '6291029',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhaoqing-shs\\\\/128606190.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营经理',\n",
       "   'job_title': '直播运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6291029.html',\n",
       "   'company_name': '四会市壹碟珠宝店',\n",
       "   'providesalary_text': '0.6-2万\\\\/月',\n",
       "   'workarea': '031808',\n",
       "   'workarea_text': '肇庆-四会市',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 13:16:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 绩效奖金',\n",
       "   'jobwelf_list': ['餐饮补贴', '绩效奖金'],\n",
       "   'attribute_text': ['肇庆-四会市', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '奢侈品\\\\/收藏品\\\\/工艺品\\\\/珠宝',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130509831',\n",
       "   'coid': '3872030',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130509831.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '自媒体销售经理（高薪+双休）',\n",
       "   'job_title': '自媒体销售经理（高薪+双休）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3872030.html',\n",
       "   'company_name': '广东高骏文化传媒有限公司',\n",
       "   'providesalary_text': '0.8-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 12:23:51',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 绩效奖金 弹性工作 员工旅游 五险 补充医疗保险 专业培训 出国机会 五险一金',\n",
       "   'jobwelf_list': ['年终奖金',\n",
       "    '绩效奖金',\n",
       "    '弹性工作',\n",
       "    '员工旅游',\n",
       "    '五险',\n",
       "    '补充医疗保险',\n",
       "    '专业培训',\n",
       "    '出国机会',\n",
       "    '五险一金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招5人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '广告',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130337422',\n",
       "   'coid': '5485587',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/130337422.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '抖音运营经理',\n",
       "   'job_title': '抖音运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5485587.html',\n",
       "   'company_name': '广州左韩服饰有限公司',\n",
       "   'providesalary_text': '2-2.5万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 11:45:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 节日福利 全勤奖 包住宿 专业培训 绩效奖金 年终奖金 弹性工作 员工旅游 出国机会',\n",
       "   'jobwelf_list': ['带薪年假',\n",
       "    '节日福利',\n",
       "    '全勤奖',\n",
       "    '包住宿',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '员工旅游',\n",
       "    '出国机会'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '大专', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130327464',\n",
       "   'coid': '3005728',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130327464.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营主\\\\/经理',\n",
       "   'job_title': '新媒体运营主\\\\/经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3005728.html',\n",
       "   'company_name': '广州香江物业管理有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-21 11:35:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 年终奖金 绩效奖金 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '年终奖金', '绩效奖金', '通讯补贴'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '大专', '招4人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '物业管理\\\\/商业中心',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '115624481',\n",
       "   'coid': '2781820',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/115624481.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营经理',\n",
       "   'job_title': '直播运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2781820.html',\n",
       "   'company_name': '沙巴哇（中国）',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 11:30:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 专业培训 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '专业培训', '绩效奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131433165',\n",
       "   'coid': '2591296',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131433165.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '运营经理（女装抖音店）',\n",
       "   'job_title': '运营经理（女装抖音店）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2591296.html',\n",
       "   'company_name': '广州凯图电气股份有限公司',\n",
       "   'providesalary_text': '0.8-2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 11:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 专业培训 出国机会 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '专业培训', '出国机会', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122205031',\n",
       "   'coid': '3620090',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/122205031.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营主管\\\\/经理（电商方向）',\n",
       "   'job_title': '直播运营主管\\\\/经理（电商方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3620090.html',\n",
       "   'company_name': '广州市新娱加娱乐传媒文化有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:39:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 带薪年假 法定假日 年底双薪',\n",
       "   'jobwelf_list': ['五险一金', '带薪年假', '法定假日', '年底双薪'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '影视\\\\/媒体\\\\/艺术\\\\/文化传播',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122003878',\n",
       "   'coid': '5755247',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-ncq\\\\/122003878.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5755247.html',\n",
       "   'company_name': '广东省恰恰爱文化科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030802',\n",
       "   'workarea_text': '东莞-南城区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 10:32:38',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 出国机会 餐饮补贴 住宿补贴 社保 意外险 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '出国机会',\n",
       "    '餐饮补贴',\n",
       "    '住宿补贴',\n",
       "    '社保',\n",
       "    '意外险',\n",
       "    '绩效奖金',\n",
       "    '年终奖金'],\n",
       "   'attribute_text': ['东莞-南城区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125489526',\n",
       "   'coid': '3045407',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/125489526.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '电商推广经理',\n",
       "   'job_title': '电商推广经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3045407.html',\n",
       "   'company_name': '广东宝桑园健康食品有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:19:14',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '免费班车 年终奖金 定期体检 员工旅游 弹性工作 五险一金 通讯补贴 绩效奖金',\n",
       "   'jobwelf_list': ['免费班车',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '员工旅游',\n",
       "    '弹性工作',\n",
       "    '五险一金',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131430911',\n",
       "   'coid': '5978894',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shantou-lhq\\\\/131430911.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '抖音运营经理\\\\/专员-汕头-急急急',\n",
       "   'job_title': '抖音运营经理\\\\/专员-汕头-急急急',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5978894.html',\n",
       "   'company_name': '汕头市协成服饰有限公司',\n",
       "   'providesalary_text': '0.5-1.5万\\\\/月',\n",
       "   'workarea': '030402',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 10:17:25',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 餐饮补贴 购买社保 定期团建 生日会 全勤奖',\n",
       "   'jobwelf_list': ['员工旅游', '餐饮补贴', '购买社保', '定期团建', '生日会', '全勤奖'],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126877865',\n",
       "   'coid': '2494414',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/126877865.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '视频运营经理',\n",
       "   'job_title': '视频运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2494414.html',\n",
       "   'company_name': '广州文石信息科技有限公司',\n",
       "   'providesalary_text': '1-2.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:10:18',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '节日福利 五险一金 餐饮补贴 带薪年假',\n",
       "   'jobwelf_list': ['节日福利', '五险一金', '餐饮补贴', '带薪年假'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125954664',\n",
       "   'coid': '2878097',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/125954664.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营经理\\\\/主管',\n",
       "   'job_title': '直播运营经理\\\\/主管',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2878097.html',\n",
       "   'company_name': '广东南方洁灵科技实业有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:56:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 绩效奖金 交通补贴 年终奖金 专业培训 通讯补贴 餐饮补贴 五险',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '绩效奖金',\n",
       "    '交通补贴',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '五险'],\n",
       "   'attribute_text': ['广州-白云区', '1年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '106467463',\n",
       "   'coid': '2900390',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/106467463.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2900390.html',\n",
       "   'company_name': '哥弟电商中心',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:52:54',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 出国机会 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '出国机会', '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129841767',\n",
       "   'coid': '5059776',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-zcq\\\\/129841767.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5059776.html',\n",
       "   'company_name': '广州市万户来家饰有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030211',\n",
       "   'workarea_text': '广州-增城区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 09:51:10',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-增城区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131289294',\n",
       "   'coid': '2653780',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131289294.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理\\\\/总助',\n",
       "   'job_title': '新媒体运营经理\\\\/总助',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2653780.html',\n",
       "   'company_name': '赣州柯文时尚服饰有限公司广州分公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 09:50:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '全勤奖 绩效奖金 节日福利 带薪年假 包吃包住 员工旅游 社保五险',\n",
       "   'jobwelf_list': ['全勤奖', '绩效奖金', '节日福利', '带薪年假', '包吃包住', '员工旅游', '社保五险'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131457572',\n",
       "   'coid': '4668672',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131457572.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营主管\\\\/经理（抖音）',\n",
       "   'job_title': '新媒体运营主管\\\\/经理（抖音）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4668672.html',\n",
       "   'company_name': '广东海华优品电子商务有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:27:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 绩效奖金 全勤奖 节日福利 餐饮补贴 加班补贴',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '绩效奖金', '全勤奖', '节日福利', '餐饮补贴', '加班补贴'],\n",
       "   'attribute_text': ['广州-白云区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128408882',\n",
       "   'coid': '2418186',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan\\\\/128408882.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营经理（抖音）',\n",
       "   'job_title': '直播运营经理（抖音）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2418186.html',\n",
       "   'company_name': '西伍集团',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '030600',\n",
       "   'workarea_text': '佛山',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 09:18:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 绩效奖金 餐饮补贴 定期体检 法定假期 节日福利 水果餐 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '绩效奖金',\n",
       "    '餐饮补贴',\n",
       "    '定期体检',\n",
       "    '法定假期',\n",
       "    '节日福利',\n",
       "    '水果餐',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['佛山', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126775591',\n",
       "   'coid': '2585469',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/126775591.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营经理（主播助理\\\\/辅播）',\n",
       "   'job_title': '直播运营经理（主播助理\\\\/辅播）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2585469.html',\n",
       "   'company_name': '广州宝生堂化妆品有限公司',\n",
       "   'providesalary_text': '0.5-1.5万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-21 08:22:49',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃包住 做六休一 绩效奖金 年终奖金 工龄奖金 带薪年假 节日礼金 专业培训 通讯补贴 员工旅游',\n",
       "   'jobwelf_list': ['包吃包住',\n",
       "    '做六休一',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '工龄奖金',\n",
       "    '带薪年假',\n",
       "    '节日礼金',\n",
       "    '专业培训',\n",
       "    '通讯补贴',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-白云区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120245483',\n",
       "   'coid': '2406040',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/120245483.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体推广经理',\n",
       "   'job_title': '新媒体推广经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2406040.html',\n",
       "   'company_name': '广州同鑫科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030800',\n",
       "   'workarea_text': '东莞',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 08:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 股票期权 专业培训 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '股票期权', '专业培训', '定期体检'],\n",
       "   'attribute_text': ['东莞', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131989150',\n",
       "   'coid': '3833176',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131989150.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3833176.html',\n",
       "   'company_name': '广州市儒韵数码科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-21 04:01:41',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 全勤奖 节日福利 专业培训 绩效奖金 包吃 免费班车',\n",
       "   'jobwelf_list': ['带薪年假', '全勤奖', '节日福利', '专业培训', '绩效奖金', '包吃', '免费班车'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127083303',\n",
       "   'coid': '6192163',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127083303.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营主管\\\\/经理',\n",
       "   'job_title': '新媒体运营主管\\\\/经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6192163.html',\n",
       "   'company_name': '福建一九八三文化创意有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 17:44:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125920390',\n",
       "   'coid': '5674002',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/125920390.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '市场运营经理',\n",
       "   'job_title': '市场运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5674002.html',\n",
       "   'company_name': '上海丰凡文化传媒有限公司',\n",
       "   'providesalary_text': '1.2-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 11:38:41',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '做五休二 弹性工作 五险一金 交通补贴 节日福利 餐饮补贴 通讯补贴',\n",
       "   'jobwelf_list': ['做五休二', '弹性工作', '五险一金', '交通补贴', '节日福利', '餐饮补贴', '通讯补贴'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '影视\\\\/媒体\\\\/艺术\\\\/文化传播',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124047618',\n",
       "   'coid': '573837',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/124047618.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '直播运营\\\\/经理',\n",
       "   'job_title': '直播运营\\\\/经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co573837.html',\n",
       "   'company_name': '广州蓝门数字营销顾问有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-20 11:27:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 五险一金 补充医疗保险 定期体检',\n",
       "   'jobwelf_list': ['弹性工作', '五险一金', '补充医疗保险', '定期体检'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '广告',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130613542',\n",
       "   'coid': '4235321',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/130613542.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4235321.html',\n",
       "   'company_name': '广州新亦源供应链管理有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-20 10:43:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '高温补贴 专业培训 节日福利 转正社保 工作餐 带薪年假 弹性工作 绩效奖金 员工旅游',\n",
       "   'jobwelf_list': ['高温补贴',\n",
       "    '专业培训',\n",
       "    '节日福利',\n",
       "    '转正社保',\n",
       "    '工作餐',\n",
       "    '带薪年假',\n",
       "    '弹性工作',\n",
       "    '绩效奖金',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130082411',\n",
       "   'coid': '2953747',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/130082411.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '小红书推广主管\\\\/经理',\n",
       "   'job_title': '小红书推广主管\\\\/经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2953747.html',\n",
       "   'company_name': '广州九美仟惠生物科技有限公司',\n",
       "   'providesalary_text': '0.8-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-20 09:47:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 通讯补贴 专业培训 绩效奖金 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '通讯补贴', '专业培训', '绩效奖金', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-越秀区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121521500',\n",
       "   'coid': '3591330',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhuhai\\\\/121521500.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3591330.html',\n",
       "   'company_name': '珠海贝美生物科技有限公司',\n",
       "   'providesalary_text': '15-20万\\\\/年',\n",
       "   'workarea': '030500',\n",
       "   'workarea_text': '珠海',\n",
       "   'updatedate': '05-20',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-20 09:46:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 包吃 全勤奖 节日福利',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '包吃', '全勤奖', '节日福利'],\n",
       "   'attribute_text': ['珠海', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '制药\\\\/生物工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123396319',\n",
       "   'coid': '2359652',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/123396319.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '短视频运营主管\\\\/经理',\n",
       "   'job_title': '短视频运营主管\\\\/经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2359652.html',\n",
       "   'company_name': '力动健康科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-19 15:33:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '免费班车 员工旅游 专业培训 年终奖金 定期体检 补充医疗保险',\n",
       "   'jobwelf_list': ['免费班车', '员工旅游', '专业培训', '年终奖金', '定期体检', '补充医疗保险'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127502872',\n",
       "   'coid': '3755444',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/127502872.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理（打造IP）',\n",
       "   'job_title': '新媒体运营经理（打造IP）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3755444.html',\n",
       "   'company_name': '广州雀溪电子商务有限公司',\n",
       "   'providesalary_text': '1.5-2.8万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-19 15:28:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '单休 包吃两餐 绩效奖金 带薪年假 全勤奖 加班补贴 员工旅游',\n",
       "   'jobwelf_list': ['单休', '包吃两餐', '绩效奖金', '带薪年假', '全勤奖', '加班补贴', '员工旅游'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '113355861',\n",
       "   'coid': '5489723',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/113355861.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5489723.html',\n",
       "   'company_name': '广州汇飞信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-19 09:50:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃 包住宿',\n",
       "   'jobwelf_list': ['包吃', '包住宿'],\n",
       "   'attribute_text': ['广州-花都区', '5-7年经验', '大专', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127126690',\n",
       "   'coid': '3170792',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/127126690.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '抖音运营经理',\n",
       "   'job_title': '抖音运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3170792.html',\n",
       "   'company_name': '广州市圣杰园林景观设计有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-19 09:10:39',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 专业培训 全勤奖 包吃住',\n",
       "   'jobwelf_list': ['年终奖金', '专业培训', '全勤奖', '包吃住'],\n",
       "   'attribute_text': ['广州-白云区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127496502',\n",
       "   'coid': '4059831',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan\\\\/127496502.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理（拼多多  佛山黄岐）',\n",
       "   'job_title': '新媒体运营经理（拼多多  佛山黄岐）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4059831.html',\n",
       "   'company_name': '佛山市南海区黄岐嘉纯生物工程有限公司',\n",
       "   'providesalary_text': '0.6-1.6万\\\\/月',\n",
       "   'workarea': '030600',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 12:05:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包吃 包三餐 包住宿',\n",
       "   'jobwelf_list': ['包吃', '包三餐', '包住宿'],\n",
       "   'attribute_text': ['异地招聘', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128121336',\n",
       "   'coid': '4584648',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128121336.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4584648.html',\n",
       "   'company_name': '广东生命一号药业股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-17 16:10:12',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 专业培训 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '专业培训', '员工旅游'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '制药\\\\/生物工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122119836',\n",
       "   'coid': '5853264',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/122119836.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '新媒体运营经理',\n",
       "   'job_title': '新媒体运营经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5853264.html',\n",
       "   'company_name': '易杰教育品牌管理（广东）有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-14 10:33:21',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 专业培训 绩效奖金 年终奖金 五险一金',\n",
       "   'jobwelf_list': ['员工旅游', '专业培训', '绩效奖金', '年终奖金', '五险一金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '教育\\\\/培训\\\\/院校',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130628924',\n",
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       "   'job_name': '新媒体运营主管\\\\/经理G00327',\n",
       "   'job_title': '新媒体运营主管\\\\/经理G00327',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3460933.html',\n",
       "   'company_name': '驴迹科技集团有限公司',\n",
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       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-13',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
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       "   'issuedate': '2021-05-13 10:45:06',\n",
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       "   'jobwelf': '周末双休 弹性工作 带薪年假 五险一金 绩效奖金 餐饮补贴',\n",
       "   'jobwelf_list': ['周末双休', '弹性工作', '带薪年假', '五险一金', '绩效奖金', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '大专', '招1人'],\n",
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       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'job_name': '新媒体经理',\n",
       "   'job_title': '新媒体经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4843219.html',\n",
       "   'company_name': '惠州市好房易购科技有限公司',\n",
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       "   'workarea_text': '惠州',\n",
       "   'updatedate': '05-12',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-12 15:51:07',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 节日福利 专业培训 加班补贴',\n",
       "   'jobwelf_list': ['五险一金', '节日福利', '专业培训', '加班补贴'],\n",
       "   'attribute_text': ['惠州', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '房地产',\n",
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       "    'text': '销售经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a销售经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,8010,00,9,99,%25E5%25AE%25A2%25E6%2588%25B7%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '客户经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a客户经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030000,000000,8010,00,9,99,%25E8%25BF%2590%25E8%2590%25A5%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '运营经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a运营经理'},\n",
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       "    'text': '项目经理',\n",
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       "    'text': '招商经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a招商经理'},\n",
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       "    'text': '产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a产品经理'},\n",
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       "    'text': '财务经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a财务经理'},\n",
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       "    'text': '业务经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a业务经理'},\n",
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       "    'text': '渠道经理',\n",
       "    'click': '15\\x1a1\\x1a1621604756854\\x1a\\x1a538bb72033dead9d408b2cb9beb2db32\\x1a113.115.57.32\\x1a1\\x1a经理\\x1a销售经理,客户经理,运营经理,项目经理,招商经理,产品经理,财务经理,业务经理,市场经理,渠道经理\\x1a渠道经理'}]},\n",
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       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
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       "   'txt': '数据分析薪资高、人才缺口大',\n",
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       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广东省,经理,新媒体运营招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广东省,经理,新媒体运营招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__  = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "results = eval(__SEARCH_RESULT__ )\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "      <th>job_name</th>\n",
       "      <th>workyear</th>\n",
       "      <th>issuedate</th>\n",
       "      <th>jobwelf_list</th>\n",
       "      <th>attribute_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>132098730</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/132098730....</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 10:38:56</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>120438011</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12043...</td>\n",
       "      <td>新媒体运营主管\\/经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 10:55:51</td>\n",
       "      <td>[五险一金, 员工旅游, 绩效奖金, 年终奖金, 节日福利, 全勤奖]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>132088836</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...</td>\n",
       "      <td>新媒体运营经理\\/主管</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 10:37:34</td>\n",
       "      <td>[节日福利, 工作氛围轻松, 五险一金, 周末双休]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>120013865</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-stz\\/120013...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 04:01:41</td>\n",
       "      <td>[]</td>\n",
       "      <td>[东莞-沙田镇, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>118215745</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11821...</td>\n",
       "      <td>平台运营经理（五险一金）</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 09:09:06</td>\n",
       "      <td>[五险一金, 员工旅游, 通讯补贴, 绩效奖金]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>128628959</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12862...</td>\n",
       "      <td>MCN运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 17:49:09</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>126214893</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12621...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-21 17:40:40</td>\n",
       "      <td>[弹性工作, 绩效奖金, 餐饮补贴, 专业培训, 带薪年假, 节日福利, 加班补贴]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>127544389</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou-hcq\\/1275443...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 17:00:24</td>\n",
       "      <td>[五险一金, 年终奖金, 员工旅游, 绩效奖金, 专业培训, 团队聚餐]</td>\n",
       "      <td>[惠州-惠城区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>130267942</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13026...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 15:56:11</td>\n",
       "      <td>[下午茶, 专业培训, 员工旅游, 绩效奖金, 年终奖金, 餐饮补贴, 六险一金]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>125097543</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12509...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 15:54:56</td>\n",
       "      <td>[员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 购买社保]</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>104914778</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/10491...</td>\n",
       "      <td>海外社交媒体营销经理</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-21 14:58:48</td>\n",
       "      <td>[带薪年假, 节日福利, 专业培训, 五险一金, 水果福利, 新人1带1培训, 绩效奖金, ...</td>\n",
       "      <td>[广州-花都区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>131320644</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13132...</td>\n",
       "      <td>抖音\\/快手短视频运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 14:00:17</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-白云区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>129390255</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12939...</td>\n",
       "      <td>内容营销策划经理</td>\n",
       "      <td>7</td>\n",
       "      <td>2021-05-21 13:59:51</td>\n",
       "      <td>[五险, 员工旅游, 年终奖金, 定期体检, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训,...</td>\n",
       "      <td>[广州-天河区, 8-9年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>130842025</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13084...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 13:45:35</td>\n",
       "      <td>[绩效奖金, 全勤奖, 节日福利, 专业培训, 带薪年假, 社保, 年终奖金, 五险]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>131232012</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13123...</td>\n",
       "      <td>新媒体经理&amp;amp;总监（玩具&amp;amp;动漫）</td>\n",
       "      <td>7</td>\n",
       "      <td>2021-05-21 13:17:23</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训, 交通补贴]</td>\n",
       "      <td>[广州-越秀区, 8-9年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>128606190</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhaoqing-shs\\/128606...</td>\n",
       "      <td>直播运营经理</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 13:16:22</td>\n",
       "      <td>[餐饮补贴, 绩效奖金]</td>\n",
       "      <td>[肇庆-四会市, 1年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>130509831</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13050...</td>\n",
       "      <td>自媒体销售经理（高薪+双休）</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 12:23:51</td>\n",
       "      <td>[年终奖金, 绩效奖金, 弹性工作, 员工旅游, 五险, 补充医疗保险, 专业培训, 出国机...</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招5人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>130337422</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13033...</td>\n",
       "      <td>抖音运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 11:45:46</td>\n",
       "      <td>[带薪年假, 节日福利, 全勤奖, 包住宿, 专业培训, 绩效奖金, 年终奖金, 弹性工作,...</td>\n",
       "      <td>[广州-白云区, 3-4年经验, 大专, 招3人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>130327464</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13032...</td>\n",
       "      <td>新媒体运营主\\/经理</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-21 11:35:37</td>\n",
       "      <td>[五险一金, 免费班车, 年终奖金, 绩效奖金, 通讯补贴]</td>\n",
       "      <td>[广州-番禺区, 5-7年经验, 大专, 招4人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>115624481</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11562...</td>\n",
       "      <td>直播运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 11:30:48</td>\n",
       "      <td>[五险一金, 员工旅游, 专业培训, 绩效奖金]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>131433165</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13143...</td>\n",
       "      <td>运营经理（女装抖音店）</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 11:00:01</td>\n",
       "      <td>[五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[广州-番禺区, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>122205031</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12220...</td>\n",
       "      <td>直播运营主管\\/经理（电商方向）</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 10:39:26</td>\n",
       "      <td>[五险一金, 带薪年假, 法定假日, 年底双薪]</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>122003878</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-ncq\\/122003...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 10:32:38</td>\n",
       "      <td>[员工旅游, 出国机会, 餐饮补贴, 住宿补贴, 社保, 意外险, 绩效奖金, 年终奖金]</td>\n",
       "      <td>[东莞-南城区, 2年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>125489526</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12548...</td>\n",
       "      <td>电商推广经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 10:19:14</td>\n",
       "      <td>[免费班车, 年终奖金, 定期体检, 员工旅游, 弹性工作, 五险一金, 通讯补贴, 绩效奖金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>131430911</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shantou-lhq\\/1314309...</td>\n",
       "      <td>抖音运营经理\\/专员-汕头-急急急</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 10:17:25</td>\n",
       "      <td>[员工旅游, 餐饮补贴, 购买社保, 定期团建, 生日会, 全勤奖]</td>\n",
       "      <td>[异地招聘, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>126877865</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12687...</td>\n",
       "      <td>视频运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 10:10:18</td>\n",
       "      <td>[节日福利, 五险一金, 餐饮补贴, 带薪年假]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>125954664</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12595...</td>\n",
       "      <td>直播运营经理\\/主管</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:56:03</td>\n",
       "      <td>[员工旅游, 绩效奖金, 交通补贴, 年终奖金, 专业培训, 通讯补贴, 餐饮补贴, 五险]</td>\n",
       "      <td>[广州-白云区, 1年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>106467463</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/10646...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 09:52:54</td>\n",
       "      <td>[五险一金, 年终奖金, 出国机会, 绩效奖金]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>129841767</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/12984...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 09:51:10</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-增城区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>131289294</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13128...</td>\n",
       "      <td>新媒体运营经理\\/总助</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-21 09:50:23</td>\n",
       "      <td>[全勤奖, 绩效奖金, 节日福利, 带薪年假, 包吃包住, 员工旅游, 社保五险]</td>\n",
       "      <td>[广州-番禺区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>131457572</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13145...</td>\n",
       "      <td>新媒体运营主管\\/经理（抖音）</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:27:13</td>\n",
       "      <td>[带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 餐饮补贴, 加班补贴]</td>\n",
       "      <td>[广州-白云区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>128408882</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/128408882.ht...</td>\n",
       "      <td>直播运营经理（抖音）</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 09:18:23</td>\n",
       "      <td>[五险一金, 员工旅游, 交通补贴, 绩效奖金, 餐饮补贴, 定期体检, 法定假期, 节日福...</td>\n",
       "      <td>[佛山, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>126775591</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12677...</td>\n",
       "      <td>直播运营经理（主播助理\\/辅播）</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-21 08:22:49</td>\n",
       "      <td>[包吃包住, 做六休一, 绩效奖金, 年终奖金, 工龄奖金, 带薪年假, 节日礼金, 专业培...</td>\n",
       "      <td>[广州-白云区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>120245483</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/120245483....</td>\n",
       "      <td>新媒体推广经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 08:00:01</td>\n",
       "      <td>[五险一金, 员工旅游, 绩效奖金, 年终奖金, 股票期权, 专业培训, 定期体检]</td>\n",
       "      <td>[东莞, 2年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>131989150</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13198...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-21 04:01:41</td>\n",
       "      <td>[带薪年假, 全勤奖, 节日福利, 专业培训, 绩效奖金, 包吃, 免费班车]</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>127083303</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12708...</td>\n",
       "      <td>新媒体运营主管\\/经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 17:44:00</td>\n",
       "      <td>[]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>125920390</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12592...</td>\n",
       "      <td>市场运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 11:38:41</td>\n",
       "      <td>[做五休二, 弹性工作, 五险一金, 交通补贴, 节日福利, 餐饮补贴, 通讯补贴]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>124047618</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12404...</td>\n",
       "      <td>直播运营\\/经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-20 11:27:02</td>\n",
       "      <td>[弹性工作, 五险一金, 补充医疗保险, 定期体检]</td>\n",
       "      <td>[广州-海珠区, 2年经验, 大专, 招若干人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>130613542</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13061...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-20 10:43:13</td>\n",
       "      <td>[高温补贴, 专业培训, 节日福利, 转正社保, 工作餐, 带薪年假, 弹性工作, 绩效奖金...</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>130082411</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13008...</td>\n",
       "      <td>小红书推广主管\\/经理</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-20 09:47:58</td>\n",
       "      <td>[五险一金, 交通补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 周末双休]</td>\n",
       "      <td>[广州-越秀区, 1年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>121521500</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/121521500.ht...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-20 09:46:11</td>\n",
       "      <td>[周末双休, 带薪年假, 五险一金, 包吃, 全勤奖, 节日福利]</td>\n",
       "      <td>[珠海, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>123396319</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12339...</td>\n",
       "      <td>短视频运营主管\\/经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-19 15:33:02</td>\n",
       "      <td>[免费班车, 员工旅游, 专业培训, 年终奖金, 定期体检, 补充医疗保险]</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>127502872</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12750...</td>\n",
       "      <td>新媒体运营经理（打造IP）</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-19 15:28:13</td>\n",
       "      <td>[单休, 包吃两餐, 绩效奖金, 带薪年假, 全勤奖, 加班补贴, 员工旅游]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>113355861</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/11335...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-19 09:50:57</td>\n",
       "      <td>[包吃, 包住宿]</td>\n",
       "      <td>[广州-花都区, 5-7年经验, 大专, 招2人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>127126690</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12712...</td>\n",
       "      <td>抖音运营经理</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-19 09:10:39</td>\n",
       "      <td>[年终奖金, 专业培训, 全勤奖, 包吃住]</td>\n",
       "      <td>[广州-白云区, 2年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>127496502</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan\\/127496502.ht...</td>\n",
       "      <td>新媒体运营经理（拼多多  佛山黄岐）</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-18 12:05:16</td>\n",
       "      <td>[包吃, 包三餐, 包住宿]</td>\n",
       "      <td>[异地招聘, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>128121336</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12812...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-17 16:10:12</td>\n",
       "      <td>[五险一金, 绩效奖金, 专业培训, 员工旅游]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>122119836</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12211...</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-14 10:33:21</td>\n",
       "      <td>[员工旅游, 专业培训, 绩效奖金, 年终奖金, 五险一金]</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>130628924</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13062...</td>\n",
       "      <td>新媒体运营主管\\/经理G00327</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-13 10:45:06</td>\n",
       "      <td>[周末双休, 弹性工作, 带薪年假, 五险一金, 绩效奖金, 餐饮补贴]</td>\n",
       "      <td>[广州-天河区, 5-7年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>130231612</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou\\/130231612.h...</td>\n",
       "      <td>新媒体经理</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-12 15:51:07</td>\n",
       "      <td>[五险一金, 节日福利, 专业培训, 加班补贴]</td>\n",
       "      <td>[惠州, 3-4年经验, 大专, 招1人]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        jobid                                           job_href  \\\n",
       "0   132098730  https:\\/\\/jobs.51job.com\\/dongguan\\/132098730....   \n",
       "1   120438011  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12043...   \n",
       "2   132088836  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...   \n",
       "3   120013865  https:\\/\\/jobs.51job.com\\/dongguan-stz\\/120013...   \n",
       "4   118215745  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11821...   \n",
       "5   128628959  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12862...   \n",
       "6   126214893  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12621...   \n",
       "7   127544389  https:\\/\\/jobs.51job.com\\/huizhou-hcq\\/1275443...   \n",
       "8   130267942  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13026...   \n",
       "9   125097543  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12509...   \n",
       "10  104914778  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/10491...   \n",
       "11  131320644  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13132...   \n",
       "12  129390255  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12939...   \n",
       "13  130842025  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13084...   \n",
       "14  131232012  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13123...   \n",
       "15  128606190  https:\\/\\/jobs.51job.com\\/zhaoqing-shs\\/128606...   \n",
       "16  130509831  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13050...   \n",
       "17  130337422  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13033...   \n",
       "18  130327464  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13032...   \n",
       "19  115624481  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11562...   \n",
       "20  131433165  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13143...   \n",
       "21  122205031  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12220...   \n",
       "22  122003878  https:\\/\\/jobs.51job.com\\/dongguan-ncq\\/122003...   \n",
       "23  125489526  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12548...   \n",
       "24  131430911  https:\\/\\/jobs.51job.com\\/shantou-lhq\\/1314309...   \n",
       "25  126877865  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12687...   \n",
       "26  125954664  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12595...   \n",
       "27  106467463  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/10646...   \n",
       "28  129841767  https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/12984...   \n",
       "29  131289294  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/13128...   \n",
       "30  131457572  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/13145...   \n",
       "31  128408882  https:\\/\\/jobs.51job.com\\/foshan\\/128408882.ht...   \n",
       "32  126775591  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12677...   \n",
       "33  120245483  https:\\/\\/jobs.51job.com\\/dongguan\\/120245483....   \n",
       "34  131989150  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13198...   \n",
       "35  127083303  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12708...   \n",
       "36  125920390  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12592...   \n",
       "37  124047618  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12404...   \n",
       "38  130613542  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13061...   \n",
       "39  130082411  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13008...   \n",
       "40  121521500  https:\\/\\/jobs.51job.com\\/zhuhai\\/121521500.ht...   \n",
       "41  123396319  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12339...   \n",
       "42  127502872  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12750...   \n",
       "43  113355861  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/11335...   \n",
       "44  127126690  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12712...   \n",
       "45  127496502  https:\\/\\/jobs.51job.com\\/foshan\\/127496502.ht...   \n",
       "46  128121336  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12812...   \n",
       "47  122119836  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12211...   \n",
       "48  130628924  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13062...   \n",
       "49  130231612  https:\\/\\/jobs.51job.com\\/huizhou\\/130231612.h...   \n",
       "\n",
       "                   job_name workyear            issuedate  \\\n",
       "0                   新媒体运营经理        5  2021-05-21 10:38:56   \n",
       "1               新媒体运营主管\\/经理        5  2021-05-21 10:55:51   \n",
       "2               新媒体运营经理\\/主管        5  2021-05-21 10:37:34   \n",
       "3                   新媒体运营经理        5  2021-05-21 04:01:41   \n",
       "4              平台运营经理（五险一金）        5  2021-05-21 09:09:06   \n",
       "5                   MCN运营经理        5  2021-05-21 17:49:09   \n",
       "6                   新媒体运营经理        6  2021-05-21 17:40:40   \n",
       "7                   新媒体运营经理        4  2021-05-21 17:00:24   \n",
       "8                   新媒体运营经理        5  2021-05-21 15:56:11   \n",
       "9                   新媒体运营经理        4  2021-05-21 15:54:56   \n",
       "10               海外社交媒体营销经理        6  2021-05-21 14:58:48   \n",
       "11            抖音\\/快手短视频运营经理        5  2021-05-21 14:00:17   \n",
       "12                 内容营销策划经理        7  2021-05-21 13:59:51   \n",
       "13                  新媒体运营经理        5  2021-05-21 13:45:35   \n",
       "14  新媒体经理&amp;总监（玩具&amp;动漫）        7  2021-05-21 13:17:23   \n",
       "15                   直播运营经理        3  2021-05-21 13:16:22   \n",
       "16           自媒体销售经理（高薪+双休）        4  2021-05-21 12:23:51   \n",
       "17                   抖音运营经理        5  2021-05-21 11:45:46   \n",
       "18               新媒体运营主\\/经理        6  2021-05-21 11:35:37   \n",
       "19                   直播运营经理        5  2021-05-21 11:30:48   \n",
       "20              运营经理（女装抖音店）        4  2021-05-21 11:00:01   \n",
       "21         直播运营主管\\/经理（电商方向）        5  2021-05-21 10:39:26   \n",
       "22                  新媒体运营经理        4  2021-05-21 10:32:38   \n",
       "23                   电商推广经理        5  2021-05-21 10:19:14   \n",
       "24        抖音运营经理\\/专员-汕头-急急急        4  2021-05-21 10:17:25   \n",
       "25                   视频运营经理        5  2021-05-21 10:10:18   \n",
       "26               直播运营经理\\/主管        3  2021-05-21 09:56:03   \n",
       "27                  新媒体运营经理        5  2021-05-21 09:52:54   \n",
       "28                  新媒体运营经理        3  2021-05-21 09:51:10   \n",
       "29              新媒体运营经理\\/总助        5  2021-05-21 09:50:23   \n",
       "30          新媒体运营主管\\/经理（抖音）        4  2021-05-21 09:27:13   \n",
       "31               直播运营经理（抖音）        4  2021-05-21 09:18:23   \n",
       "32         直播运营经理（主播助理\\/辅播）        3  2021-05-21 08:22:49   \n",
       "33                  新媒体推广经理        4  2021-05-21 08:00:01   \n",
       "34                  新媒体运营经理        4  2021-05-21 04:01:41   \n",
       "35              新媒体运营主管\\/经理        5  2021-05-20 17:44:00   \n",
       "36                   市场运营经理        5  2021-05-20 11:38:41   \n",
       "37                 直播运营\\/经理        4  2021-05-20 11:27:02   \n",
       "38                  新媒体运营经理        5  2021-05-20 10:43:13   \n",
       "39              小红书推广主管\\/经理        3  2021-05-20 09:47:58   \n",
       "40                  新媒体运营经理        6  2021-05-20 09:46:11   \n",
       "41              短视频运营主管\\/经理        5  2021-05-19 15:33:02   \n",
       "42            新媒体运营经理（打造IP）        5  2021-05-19 15:28:13   \n",
       "43                  新媒体运营经理        6  2021-05-19 09:50:57   \n",
       "44                   抖音运营经理        4  2021-05-19 09:10:39   \n",
       "45       新媒体运营经理（拼多多  佛山黄岐）        6  2021-05-18 12:05:16   \n",
       "46                  新媒体运营经理        6  2021-05-17 16:10:12   \n",
       "47                  新媒体运营经理        5  2021-05-14 10:33:21   \n",
       "48        新媒体运营主管\\/经理G00327        6  2021-05-13 10:45:06   \n",
       "49                    新媒体经理        5  2021-05-12 15:51:07   \n",
       "\n",
       "                                         jobwelf_list  \\\n",
       "0                                                  []   \n",
       "1                 [五险一金, 员工旅游, 绩效奖金, 年终奖金, 节日福利, 全勤奖]   \n",
       "2                          [节日福利, 工作氛围轻松, 五险一金, 周末双休]   \n",
       "3                                                  []   \n",
       "4                            [五险一金, 员工旅游, 通讯补贴, 绩效奖金]   \n",
       "5                                                  []   \n",
       "6          [弹性工作, 绩效奖金, 餐饮补贴, 专业培训, 带薪年假, 节日福利, 加班补贴]   \n",
       "7                [五险一金, 年终奖金, 员工旅游, 绩效奖金, 专业培训, 团队聚餐]   \n",
       "8           [下午茶, 专业培训, 员工旅游, 绩效奖金, 年终奖金, 餐饮补贴, 六险一金]   \n",
       "9          [员工旅游, 交通补贴, 餐饮补贴, 通讯补贴, 绩效奖金, 年终奖金, 购买社保]   \n",
       "10  [带薪年假, 节日福利, 专业培训, 五险一金, 水果福利, 新人1带1培训, 绩效奖金, ...   \n",
       "11                                                 []   \n",
       "12  [五险, 员工旅游, 年终奖金, 定期体检, 交通补贴, 餐饮补贴, 通讯补贴, 专业培训,...   \n",
       "13        [绩效奖金, 全勤奖, 节日福利, 专业培训, 带薪年假, 社保, 年终奖金, 五险]   \n",
       "14          [带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 专业培训, 交通补贴]   \n",
       "15                                       [餐饮补贴, 绩效奖金]   \n",
       "16  [年终奖金, 绩效奖金, 弹性工作, 员工旅游, 五险, 补充医疗保险, 专业培训, 出国机...   \n",
       "17  [带薪年假, 节日福利, 全勤奖, 包住宿, 专业培训, 绩效奖金, 年终奖金, 弹性工作,...   \n",
       "18                     [五险一金, 免费班车, 年终奖金, 绩效奖金, 通讯补贴]   \n",
       "19                           [五险一金, 员工旅游, 专业培训, 绩效奖金]   \n",
       "20         [五险一金, 员工旅游, 餐饮补贴, 专业培训, 出国机会, 绩效奖金, 年终奖金]   \n",
       "21                           [五险一金, 带薪年假, 法定假日, 年底双薪]   \n",
       "22      [员工旅游, 出国机会, 餐饮补贴, 住宿补贴, 社保, 意外险, 绩效奖金, 年终奖金]   \n",
       "23   [免费班车, 年终奖金, 定期体检, 员工旅游, 弹性工作, 五险一金, 通讯补贴, 绩效奖金]   \n",
       "24                 [员工旅游, 餐饮补贴, 购买社保, 定期团建, 生日会, 全勤奖]   \n",
       "25                           [节日福利, 五险一金, 餐饮补贴, 带薪年假]   \n",
       "26     [员工旅游, 绩效奖金, 交通补贴, 年终奖金, 专业培训, 通讯补贴, 餐饮补贴, 五险]   \n",
       "27                           [五险一金, 年终奖金, 出国机会, 绩效奖金]   \n",
       "28                                                 []   \n",
       "29          [全勤奖, 绩效奖金, 节日福利, 带薪年假, 包吃包住, 员工旅游, 社保五险]   \n",
       "30          [带薪年假, 五险一金, 绩效奖金, 全勤奖, 节日福利, 餐饮补贴, 加班补贴]   \n",
       "31  [五险一金, 员工旅游, 交通补贴, 绩效奖金, 餐饮补贴, 定期体检, 法定假期, 节日福...   \n",
       "32  [包吃包住, 做六休一, 绩效奖金, 年终奖金, 工龄奖金, 带薪年假, 节日礼金, 专业培...   \n",
       "33         [五险一金, 员工旅游, 绩效奖金, 年终奖金, 股票期权, 专业培训, 定期体检]   \n",
       "34            [带薪年假, 全勤奖, 节日福利, 专业培训, 绩效奖金, 包吃, 免费班车]   \n",
       "35                                                 []   \n",
       "36         [做五休二, 弹性工作, 五险一金, 交通补贴, 节日福利, 餐饮补贴, 通讯补贴]   \n",
       "37                         [弹性工作, 五险一金, 补充医疗保险, 定期体检]   \n",
       "38  [高温补贴, 专业培训, 节日福利, 转正社保, 工作餐, 带薪年假, 弹性工作, 绩效奖金...   \n",
       "39         [五险一金, 交通补贴, 通讯补贴, 专业培训, 绩效奖金, 年终奖金, 周末双休]   \n",
       "40                  [周末双休, 带薪年假, 五险一金, 包吃, 全勤奖, 节日福利]   \n",
       "41             [免费班车, 员工旅游, 专业培训, 年终奖金, 定期体检, 补充医疗保险]   \n",
       "42            [单休, 包吃两餐, 绩效奖金, 带薪年假, 全勤奖, 加班补贴, 员工旅游]   \n",
       "43                                          [包吃, 包住宿]   \n",
       "44                             [年终奖金, 专业培训, 全勤奖, 包吃住]   \n",
       "45                                     [包吃, 包三餐, 包住宿]   \n",
       "46                           [五险一金, 绩效奖金, 专业培训, 员工旅游]   \n",
       "47                     [员工旅游, 专业培训, 绩效奖金, 年终奖金, 五险一金]   \n",
       "48               [周末双休, 弹性工作, 带薪年假, 五险一金, 绩效奖金, 餐饮补贴]   \n",
       "49                           [五险一金, 节日福利, 专业培训, 加班补贴]   \n",
       "\n",
       "               attribute_text  \n",
       "0       [东莞, 3-4年经验, 大专, 招1人]  \n",
       "1   [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "2   [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "3   [东莞-沙田镇, 3-4年经验, 大专, 招1人]  \n",
       "4   [广州-番禺区, 3-4年经验, 大专, 招2人]  \n",
       "5   [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "6   [广州-番禺区, 5-7年经验, 大专, 招1人]  \n",
       "7     [惠州-惠城区, 2年经验, 大专, 招1人]  \n",
       "8   [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "9    [广州-天河区, 2年经验, 大专, 招若干人]  \n",
       "10  [广州-花都区, 5-7年经验, 大专, 招1人]  \n",
       "11  [广州-白云区, 3-4年经验, 大专, 招1人]  \n",
       "12  [广州-天河区, 8-9年经验, 大专, 招1人]  \n",
       "13  [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "14  [广州-越秀区, 8-9年经验, 大专, 招1人]  \n",
       "15    [肇庆-四会市, 1年经验, 大专, 招2人]  \n",
       "16    [广州-天河区, 2年经验, 大专, 招5人]  \n",
       "17  [广州-白云区, 3-4年经验, 大专, 招3人]  \n",
       "18  [广州-番禺区, 5-7年经验, 大专, 招4人]  \n",
       "19  [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "20    [广州-番禺区, 2年经验, 大专, 招2人]  \n",
       "21  [广州-黄埔区, 3-4年经验, 大专, 招1人]  \n",
       "22   [东莞-南城区, 2年经验, 大专, 招若干人]  \n",
       "23  [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "24      [异地招聘, 2年经验, 大专, 招2人]  \n",
       "25  [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "26    [广州-白云区, 1年经验, 大专, 招2人]  \n",
       "27  [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "28    [广州-增城区, 1年经验, 大专, 招1人]  \n",
       "29  [广州-番禺区, 3-4年经验, 大专, 招1人]  \n",
       "30    [广州-白云区, 2年经验, 大专, 招1人]  \n",
       "31        [佛山, 2年经验, 大专, 招1人]  \n",
       "32    [广州-白云区, 1年经验, 大专, 招1人]  \n",
       "33        [东莞, 2年经验, 大专, 招2人]  \n",
       "34    [广州-天河区, 2年经验, 大专, 招1人]  \n",
       "35  [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "36  [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "37   [广州-海珠区, 2年经验, 大专, 招若干人]  \n",
       "38  [广州-黄埔区, 3-4年经验, 大专, 招2人]  \n",
       "39    [广州-越秀区, 1年经验, 大专, 招1人]  \n",
       "40      [珠海, 5-7年经验, 大专, 招1人]  \n",
       "41  [广州-天河区, 3-4年经验, 大专, 招1人]  \n",
       "42  [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "43  [广州-花都区, 5-7年经验, 大专, 招2人]  \n",
       "44    [广州-白云区, 2年经验, 大专, 招1人]  \n",
       "45    [异地招聘, 5-7年经验, 大专, 招1人]  \n",
       "46  [广州-天河区, 5-7年经验, 大专, 招1人]  \n",
       "47  [广州-海珠区, 3-4年经验, 大专, 招1人]  \n",
       "48  [广州-天河区, 5-7年经验, 大专, 招1人]  \n",
       "49      [惠州, 3-4年经验, 大专, 招1人]  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 相当于xpath\n",
    "df_results = pd.DataFrame(results['engine_search_result'])[['jobid','job_href','job_name','workyear','issuedate','jobwelf_list','attribute_text']]\n",
    "df_results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 存取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存html\n",
    "with open (\"51job期中/html_out/51job.html\", encoding = \"utf8\", mode = \"w\") as fp:\n",
    "    fp.write(r.html.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open (\"51job期中/html_out/51job.html\", encoding = \"utf8\", mode = \"r\") as fp:\n",
    "    html_load = fp.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 存数据到Excel\n",
    "df_results.to_excel(\"51job期中/data_out/51job.xlsx\", sheet_name=\"页面内容\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 尝试翻页(登录会有更多数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_url_01 = end_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SplitResult(scheme='https', netloc='search.51job.com', path='/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.urlsplit(base_url_01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>第一页</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030000,000000,8010,00,9,99,%25E7%25BB%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 第一页\n",
       "0                                              https\n",
       "1                                   search.51job.com\n",
       "2  /list/030000,000000,8010,00,9,99,%25E7%25BB%25...\n",
       "3  lang=c&postchannel=0000&workyear=99&cotype=99&...\n",
       "4                                                   "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(urllib.parse.urlsplit(base_url_01)).rename({0:\"第一页\"},axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 第二页\n",
    "base_url_02 = session.get('https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=').url\n",
    "base_url_02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>第一页</th>\n",
       "      <th>第二页</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030000,000000,8010,00,9,99,%25E7%25BB%25...</td>\n",
       "      <td>/list/030000,000000,8010,00,9,99,%25E7%25BB%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;...</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 第一页  \\\n",
       "0                                              https   \n",
       "1                                   search.51job.com   \n",
       "2  /list/030000,000000,8010,00,9,99,%25E7%25BB%25...   \n",
       "3  lang=c&postchannel=0000&workyear=99&cotype=99&...   \n",
       "4                                                      \n",
       "\n",
       "                                                 第二页  \n",
       "0                                              https  \n",
       "1                                   search.51job.com  \n",
       "2  /list/030000,000000,8010,00,9,99,%25E7%25BB%25...  \n",
       "3  lang=c&postchannel=0000&workyear=99&cotype=99&...  \n",
       "4                                                     "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['第二页'] = urllib.parse.urlsplit(base_url_02)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 第三页\n",
    "base_url_03 = session.get('https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=').url\n",
    "base_url_03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>第一页</th>\n",
       "      <th>第二页</th>\n",
       "      <th>第三页</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030000,000000,8010,00,9,99,%25E7%25BB%25...</td>\n",
       "      <td>/list/030000,000000,8010,00,9,99,%25E7%25BB%25...</td>\n",
       "      <td>/list/030000,000000,8010,00,9,99,%25E7%25BB%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;...</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;...</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 第一页  \\\n",
       "0                                              https   \n",
       "1                                   search.51job.com   \n",
       "2  /list/030000,000000,8010,00,9,99,%25E7%25BB%25...   \n",
       "3  lang=c&postchannel=0000&workyear=99&cotype=99&...   \n",
       "4                                                      \n",
       "\n",
       "                                                 第二页  \\\n",
       "0                                              https   \n",
       "1                                   search.51job.com   \n",
       "2  /list/030000,000000,8010,00,9,99,%25E7%25BB%25...   \n",
       "3  lang=c&postchannel=0000&workyear=99&cotype=99&...   \n",
       "4                                                      \n",
       "\n",
       "                                                 第三页  \n",
       "0                                              https  \n",
       "1                                   search.51job.com  \n",
       "2  /list/030000,000000,8010,00,9,99,%25E7%25BB%25...  \n",
       "3  lang=c&postchannel=0000&workyear=99&cotype=99&...  \n",
       "4                                                     "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['第三页'] = urllib.parse.urlsplit(base_url_03)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_group = ['https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,'+str(i)+'.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=' for i in range(1,4)]\n",
    "url_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "url_group.insert(0,'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,2.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,3.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=03&jobterm=99&companysize=03&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/list/030000,000000,8010,00,9,99,%25E7%25BB%258F%25E7%2590%2586,2,1.html'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.urlparse(url_group[0]).path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>132098730</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/132098730....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>120438011</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12043...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>132088836</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>120013865</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-stz\\/120013...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>118215745</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11821...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1</td>\n",
       "      <td>119881901</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/linzhi\\/119881901.ht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2</td>\n",
       "      <td>116702663</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11670...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>3</td>\n",
       "      <td>125001607</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12500...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>4</td>\n",
       "      <td>123372171</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-hm\\/1233721...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>5</td>\n",
       "      <td>127184371</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-fgz\\/127184...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>156 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index      jobid                                           job_href\n",
       "0        0  132098730  https:\\/\\/jobs.51job.com\\/dongguan\\/132098730....\n",
       "1        1  120438011  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12043...\n",
       "2        2  132088836  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13208...\n",
       "3        3  120013865  https:\\/\\/jobs.51job.com\\/dongguan-stz\\/120013...\n",
       "4        4  118215745  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11821...\n",
       "..     ...        ...                                                ...\n",
       "151      1  119881901  https:\\/\\/jobs.51job.com\\/linzhi\\/119881901.ht...\n",
       "152      2  116702663  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/11670...\n",
       "153      3  125001607  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12500...\n",
       "154      4  123372171  https:\\/\\/jobs.51job.com\\/dongguan-hm\\/1233721...\n",
       "155      5  127184371  https:\\/\\/jobs.51job.com\\/dongguan-fgz\\/127184...\n",
       "\n",
       "[156 rows x 3 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fanye_url_list=[]\n",
    "for fan_url in url_group:\n",
    "    r=session.get(fan_url)\n",
    "    __SEARCH_RESULT__  = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ =')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df_results = pd.DataFrame(results['engine_search_result'])[['jobid','job_href']]\n",
    "    fanye_url_list.append(df_results)\n",
    "    url_all=pd.concat(fanye_url_list).reset_index()\n",
    "display(url_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>jobid</th>\n",
       "      <th>job_href</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>132098730</td>\n",
       "      <td>https://jobs.51job.com/dongguan/132098730.html...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>120438011</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/120438011...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>132088836</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/132088836...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>120013865</td>\n",
       "      <td>https://jobs.51job.com/dongguan-stz/120013865....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>118215745</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/118215745...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1</td>\n",
       "      <td>119881901</td>\n",
       "      <td>https://jobs.51job.com/linzhi/119881901.html?s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2</td>\n",
       "      <td>116702663</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/116702663...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>3</td>\n",
       "      <td>125001607</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/125001607...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>4</td>\n",
       "      <td>123372171</td>\n",
       "      <td>https://jobs.51job.com/dongguan-hm/123372171.h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>5</td>\n",
       "      <td>127184371</td>\n",
       "      <td>https://jobs.51job.com/dongguan-fgz/127184371....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>156 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index      jobid                                           job_href\n",
       "0        0  132098730  https://jobs.51job.com/dongguan/132098730.html...\n",
       "1        1  120438011  https://jobs.51job.com/guangzhou-thq/120438011...\n",
       "2        2  132088836  https://jobs.51job.com/guangzhou-thq/132088836...\n",
       "3        3  120013865  https://jobs.51job.com/dongguan-stz/120013865....\n",
       "4        4  118215745  https://jobs.51job.com/guangzhou-pyq/118215745...\n",
       "..     ...        ...                                                ...\n",
       "151      1  119881901  https://jobs.51job.com/linzhi/119881901.html?s...\n",
       "152      2  116702663  https://jobs.51job.com/guangzhou-pyq/116702663...\n",
       "153      3  125001607  https://jobs.51job.com/guangzhou-thq/125001607...\n",
       "154      4  123372171  https://jobs.51job.com/dongguan-hm/123372171.h...\n",
       "155      5  127184371  https://jobs.51job.com/dongguan-fgz/127184371....\n",
       "\n",
       "[156 rows x 3 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_all['job_href']=[i.replace('\\/','/') for i in url_all['job_href']]\n",
    "url_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://jobs.51job.com/dongguan/132098730.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/120438011.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132088836.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-stz/120013865.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/118215745.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128628959.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/126214893.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou-hcq/127544389.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130267942.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125097543.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/104914778.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131320644.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129390255.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130842025.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131232012.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhaoqing-shs/128606190.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130509831.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/130337422.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/130327464.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/115624481.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131433165.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/122205031.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/122003878.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125489526.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shantou-lhq/131430911.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/126877865.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/125954664.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/106467463.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-zcq/129841767.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131289294.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131457572.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/128408882.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/126775591.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/120245483.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131989150.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127083303.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125920390.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/124047618.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130613542.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/130082411.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai/121521500.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/123396319.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/127502872.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/113355861.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/127126690.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/127496502.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128121336.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/122119836.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130628924.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou/130231612.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/132098730.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/120438011.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132088836.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-stz/120013865.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/118215745.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128628959.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/126214893.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou-hcq/127544389.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130267942.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125097543.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/104914778.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131320644.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129390255.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130842025.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131232012.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhaoqing-shs/128606190.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130509831.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/130337422.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/130327464.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/115624481.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131433165.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/122205031.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/122003878.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125489526.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shantou-lhq/131430911.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/126877865.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/125954664.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/106467463.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-zcq/129841767.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131289294.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131457572.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/128408882.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/126775591.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan/120245483.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131989150.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127083303.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125920390.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/124047618.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130613542.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/130082411.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai/121521500.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/123396319.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/127502872.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/113355861.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/127126690.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/127496502.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128121336.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/122119836.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130628924.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou/130231612.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-hm/123372336.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou-hcq/130076874.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/126074765.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/120008926.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan/114698954.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/126141498.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/115365645.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/125724127.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai-xzq/114874732.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127119031.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/126774299.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/117035765.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-sdq/129303609.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/shantou-lhq/131824044.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/119022163.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/100841827.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/126496144.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131449256.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/125984469.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124415383.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-ncq/129341065.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/120454344.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/131493300.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/129399046.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/97733918.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/linzhi/119881917.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-dcq/130310837.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124932809.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/125679698.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/129531919.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/127125831.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/huizhou-dywq/127675028.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/122096332.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124956536.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/121983826.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-zcq/127718997.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/127909366.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/128359619.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124176225.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/129081393.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/zhuhai/122769454.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/126522216.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-fgz/127182558.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/127785876.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129389668.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/128606189.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130509452.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/125952170.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/131456434.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/120223541.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131729255.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/linzhi/119881901.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/116702663.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125001607.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-hm/123372171.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/dongguan-fgz/127184371.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_list=url_all['job_href'].to_list()\n",
    "url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 35,
     "metadata": {},
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   ],
   "source": [
    "OK=[session.get(i) for i in url_list]\n",
    "OK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>职位名称</th>\n",
       "      <th>职位信息</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>1、负责公司旗下微信公众号、微信视频号、抖音号等平台的运营2、从事相关行业5年以上，能独立策...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>新媒体运营主管/经理</td>\n",
       "      <td>1、拓展和维护各大媒体（微信公众号、微商城、直播、小红书、京东、天猫等媒体），对媒体资源进行...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>新媒体运营经理/主管</td>\n",
       "      <td>1、负责抖音、小红书等自媒体平台的日常运营及推广工作；2、结合工作目标，策划优质、有高度传播...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>新媒体运营经理</td>\n",
       "      <td>1、参与公司品牌的创意策划及新媒体投放计划，文案功底扎实，对推广和营销敏感，擅长分析和造势，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>平台运营经理（五险一金）</td>\n",
       "      <td>岗位职责：1、负责公司会员电商全站大促的营销策划工作；2、掌握电商促销及活动玩法，负责全站整...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>0</td>\n",
       "      <td>新媒体运营负责人</td>\n",
       "      <td>【岗位职责】 1、 充分了解分析用户需求，收集用户反馈，即时掌握和善于挖掘素材，对实时热点敏...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>0</td>\n",
       "      <td>MCN机构负责人</td>\n",
       "      <td>1. 负责签约达人的日常沟通对接，洽谈合作；2. 根据公司的MCN体系化运营策略、梳理达人内...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>0</td>\n",
       "      <td>月薪8K用户运营（金融类）</td>\n",
       "      <td>1、通过公司前期专业培训，了解自制财商课程内容与社群运营工作，负责自制财商综合进阶课与高阶...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>0</td>\n",
       "      <td>CRM经理</td>\n",
       "      <td>1、负责数字化会员体系建立：研究并分析线下门店、天猫、京东、商城平台的顾客分类和行为标签；</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>0</td>\n",
       "      <td>软文推广</td>\n",
       "      <td>1、根据公司定位以及产品定位完成文字介绍和软文2.企业活动新闻稿、网红主播商业活动新闻稿3....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "     index           职位名称                                               职位信息\n",
       "0        0        新媒体运营经理  1、负责公司旗下微信公众号、微信视频号、抖音号等平台的运营2、从事相关行业5年以上，能独立策...\n",
       "1        0     新媒体运营主管/经理  1、拓展和维护各大媒体（微信公众号、微商城、直播、小红书、京东、天猫等媒体），对媒体资源进行...\n",
       "2        0     新媒体运营经理/主管  1、负责抖音、小红书等自媒体平台的日常运营及推广工作；2、结合工作目标，策划优质、有高度传播...\n",
       "3        0        新媒体运营经理  1、参与公司品牌的创意策划及新媒体投放计划，文案功底扎实，对推广和营销敏感，擅长分析和造势，...\n",
       "4        0   平台运营经理（五险一金）  岗位职责：1、负责公司会员电商全站大促的营销策划工作；2、掌握电商促销及活动玩法，负责全站整...\n",
       "..     ...            ...                                                ...\n",
       "151      0       新媒体运营负责人  【岗位职责】 1、 充分了解分析用户需求，收集用户反馈，即时掌握和善于挖掘素材，对实时热点敏...\n",
       "152      0       MCN机构负责人  1. 负责签约达人的日常沟通对接，洽谈合作；2. 根据公司的MCN体系化运营策略、梳理达人内...\n",
       "153      0  月薪8K用户运营（金融类）   1、通过公司前期专业培训，了解自制财商课程内容与社群运营工作，负责自制财商综合进阶课与高阶...\n",
       "154      0          CRM经理  1、负责数字化会员体系建立：研究并分析线下门店、天猫、京东、商城平台的顾客分类和行为标签；    \n",
       "155      0           软文推广  1、根据公司定位以及产品定位完成文字介绍和软文2.企业活动新闻稿、网红主播商业活动新闻稿3....\n",
       "\n",
       "[156 rows x 3 columns]"
      ]
     },
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    }
   ],
   "source": [
    "list_df=[]\n",
    "for url in url_list:\n",
    "    r=session.get(url)\n",
    "    职位名称_xpath='.//h1/text()'\n",
    "  #  公司名称_xpath='./p[@class=\"cname\"]/a/text()'\n",
    "    职位信息_xpath='.//div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    联系方式_xpath='.//div[@class=\"bmsg inbox\"]/p/text()'\n",
    "    职位名称=r.html.xpath(职位名称_xpath)\n",
    "    公司名称=r.html.xpath(公司名称_xpath)\n",
    "    职位信息=r.html.xpath(职位信息_xpath)\n",
    "    联系方式=r.html.xpath(联系方式_xpath)\n",
    "    职位信息=''.join(职位信息)\n",
    "    df=pd.DataFrame({\n",
    "        '职位名称':职位名称,\n",
    " #       '公司名称':公司名称,\n",
    "        '职位信息':职位信息\n",
    "        \n",
    "\n",
    "    })\n",
    "    list_df.append(df)\n",
    "df_all=pd.concat(list_df).reset_index()\n",
    "display(df_all)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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